201_pol

Dataset statistics

Number of variables	20
Number of observations	15000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	188
Duplicate rows (%)	1.3%
Total size in memory	2.3 MiB
Average record size in memory	160.0 B

Variable types

NUM	13
BOOL	6
CAT	1

Reproduction

Analysis started	2020-08-24 23:53:25.134012
Analysis finished	2020-08-24 23:53:53.929904
Duration	28.8 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`f41` has constant value "0.0"	Constant
`f44` has constant value "0.0"	Constant
`f38` has constant value "0.0"	Constant
`f4` has constant value "100.0"	Constant
`f40` has constant value "0.0"	Constant
`f34` has constant value "0.0"	Constant
`f46` has constant value "0.0"	Constant
Dataset has 188 (1.3%) duplicate rows	Duplicates
`f28` has 13805 (92.0%) zeros	Zeros
`f27` has 13856 (92.4%) zeros	Zeros
`f25` has 13747 (91.6%) zeros	Zeros
`f13` has 10180 (67.9%) zeros	Zeros
`f20` has 12108 (80.7%) zeros	Zeros
`f26` has 13870 (92.5%) zeros	Zeros
`f14` has 6577 (43.8%) zeros	Zeros
`f18` has 8128 (54.2%) zeros	Zeros
`f16` has 6444 (43.0%) zeros	Zeros
`target` has 9342 (62.3%) zeros	Zeros

f28
Real number (ℝ_≥0)

ZEROS

Distinct count	64
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.0061333333333333
Minimum	0.0
Maximum	74.0
Zeros	13805
Zeros (%)	92.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	74
Range	74
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.687540674
Coefficient of variation (CV)	5.65286974
Kurtosis	62.71188986
Mean	1.006133333
Median Absolute Deviation (MAD)	0
Skewness	7.504388342
Sum	15092
Variance	32.34811892

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13805	92.0%
1	287	1.9%
2	165	1.1%
4	76	0.5%
3	74	0.5%
5	54	0.4%
6	31	0.2%
7	28	0.2%
8	27	0.2%
11	20	0.1%
10	20	0.1%
9	18	0.1%
15	17	0.1%
13	16	0.1%
14	15	0.1%
16	15	0.1%
20	14	0.1%
17	14	0.1%
37	14	0.1%
35	14	0.1%
21	12	0.1%
18	12	0.1%
33	11	0.1%
28	11	0.1%
36	11	0.1%
Other values (39)	219	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13805	92.0%
1	287	1.9%
2	165	1.1%
3	74	0.5%
4	76	0.5%
5	54	0.4%
6	31	0.2%
7	28	0.2%
8	27	0.2%
9	18	0.1%

Value	Count	Frequency (%)
74	1	< 0.1%
66	5	< 0.1%
65	9	0.1%
63	3	< 0.1%
62	8	0.1%
61	1	< 0.1%
60	7	< 0.1%
58	1	< 0.1%
57	6	< 0.1%
56	6	< 0.1%

f41
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f27
Real number (ℝ_≥0)

ZEROS

Distinct count	65
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9224
Minimum	0.0
Maximum	96.0
Zeros	13856
Zeros (%)	92.4%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	96
Range	96
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.310692843
Coefficient of variation (CV)	5.757472726
Kurtosis	69.4396088
Mean	0.9224
Median Absolute Deviation (MAD)	0
Skewness	7.781885681
Sum	13836
Variance	28.20345847

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13856	92.4%
1	267	1.8%
2	171	1.1%
3	78	0.5%
4	63	0.4%
5	52	0.3%
7	33	0.2%
8	31	0.2%
6	27	0.2%
14	19	0.1%
16	19	0.1%
15	17	0.1%
12	16	0.1%
20	16	0.1%
32	15	0.1%
10	15	0.1%
13	15	0.1%
11	14	0.1%
17	13	0.1%
22	13	0.1%
26	12	0.1%
9	11	0.1%
33	11	0.1%
29	11	0.1%
37	11	0.1%
Other values (40)	194	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13856	92.4%
1	267	1.8%
2	171	1.1%
3	78	0.5%
4	63	0.4%
5	52	0.3%
6	27	0.2%
7	33	0.2%
8	31	0.2%
9	11	0.1%

Value	Count	Frequency (%)
96	1	< 0.1%
68	1	< 0.1%
66	4	< 0.1%
65	2	< 0.1%
63	2	< 0.1%
61	3	< 0.1%
60	7	< 0.1%
59	4	< 0.1%
58	2	< 0.1%
57	3	< 0.1%

f44
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f25
Real number (ℝ_≥0)

ZEROS

Distinct count	68
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2483333333333333
Minimum	0.0
Maximum	72.0
Zeros	13747
Zeros (%)	91.6%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	72
Range	72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.332940678
Coefficient of variation (CV)	5.073116698
Kurtosis	42.71691151
Mean	1.248333333
Median Absolute Deviation (MAD)	0
Skewness	6.274238975
Sum	18725
Variance	40.10613763

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13747	91.6%
1	285	1.9%
2	145	1.0%
3	70	0.5%
4	58	0.4%
5	42	0.3%
8	34	0.2%
14	27	0.2%
6	25	0.2%
17	23	0.2%
38	20	0.1%
22	19	0.1%
15	18	0.1%
20	18	0.1%
9	18	0.1%
16	17	0.1%
13	17	0.1%
33	17	0.1%
31	17	0.1%
18	16	0.1%
7	16	0.1%
11	15	0.1%
28	14	0.1%
12	14	0.1%
36	14	0.1%
Other values (43)	294	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13747	91.6%
1	285	1.9%
2	145	1.0%
3	70	0.5%
4	58	0.4%
5	42	0.3%
6	25	0.2%
7	16	0.1%
8	34	0.2%
9	18	0.1%

Value	Count	Frequency (%)
72	1	< 0.1%
71	1	< 0.1%
70	1	< 0.1%
68	2	< 0.1%
66	4	< 0.1%
65	2	< 0.1%
63	2	< 0.1%
62	2	< 0.1%
60	2	< 0.1%
59	1	< 0.1%

f38
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f13
Real number (ℝ_≥0)

ZEROS

Distinct count	97
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.863866666666667
Minimum	0.0
Maximum	134.0
Zeros	10180
Zeros (%)	67.9%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	42
Maximum	134
Range	134
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	14.23226984
Coefficient of variation (CV)	2.427113482
Kurtosis	9.150814582
Mean	5.863866667
Median Absolute Deviation (MAD)	0
Skewness	2.940387049
Sum	87958
Variance	202.5575049

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	10180	67.9%
1	871	5.8%
2	678	4.5%
3	255	1.7%
5	221	1.5%
37	174	1.2%
6	173	1.2%
19	136	0.9%
32	135	0.9%
9	116	0.8%
14	108	0.7%
12	104	0.7%
42	103	0.7%
44	95	0.6%
50	95	0.6%
23	95	0.6%
25	91	0.6%
28	90	0.6%
31	90	0.6%
4	88	0.6%
18	83	0.6%
56	81	0.5%
8	67	0.4%
46	59	0.4%
16	49	0.3%
Other values (72)	763	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10180	67.9%
1	871	5.8%
2	678	4.5%
3	255	1.7%
4	88	0.6%
5	221	1.5%
6	173	1.2%
7	45	0.3%
8	67	0.4%
9	116	0.8%

Value	Count	Frequency (%)
134	1	< 0.1%
127	1	< 0.1%
113	3	< 0.1%
106	1	< 0.1%
105	1	< 0.1%
101	1	< 0.1%
100	2	< 0.1%
99	2	< 0.1%
98	1	< 0.1%
97	1	< 0.1%

f20
Real number (ℝ_≥0)

ZEROS

Distinct count	86
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.884533333333333
Minimum	0.0
Maximum	117.0
Zeros	12108
Zeros (%)	80.7%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	32
Maximum	117
Range	117
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.42552276
Coefficient of variation (CV)	2.941285806
Kurtosis	12.99798676
Mean	3.884533333
Median Absolute Deviation (MAD)	0
Skewness	3.50693657
Sum	58268
Variance	130.5425703

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	12108	80.7%
1	348	2.3%
2	265	1.8%
3	145	1.0%
4	105	0.7%
6	102	0.7%
5	98	0.7%
15	60	0.4%
31	55	0.4%
26	54	0.4%
7	52	0.3%
19	51	0.3%
16	50	0.3%
43	49	0.3%
21	49	0.3%
10	49	0.3%
41	48	0.3%
30	46	0.3%
24	45	0.3%
11	44	0.3%
12	43	0.3%
34	41	0.3%
39	41	0.3%
35	40	0.3%
8	40	0.3%
Other values (61)	972	6.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12108	80.7%
1	348	2.3%
2	265	1.8%
3	145	1.0%
4	105	0.7%
5	98	0.7%
6	102	0.7%
7	52	0.3%
8	40	0.3%
9	39	0.3%

Value	Count	Frequency (%)
117	1	< 0.1%
98	1	< 0.1%
91	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
83	1	< 0.1%
79	2	< 0.1%
78	1	< 0.1%
77	1	< 0.1%
76	3	< 0.1%

f5
Real number (ℝ_≥0)

Distinct count	184
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	76.8792
Minimum	13.0
Maximum	200.0
Zeros	0
Zeros (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	13
5-th percentile	18
Q1	56
median	74
Q3	100
95-th percentile	136
Maximum	200
Range	187
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	35.25282388
Coefficient of variation (CV)	0.4585482664
Kurtosis	-0.07206687396
Mean	76.8792
Median Absolute Deviation (MAD)	22
Skewness	0.3087529885
Sum	1153188
Variance	1242.761591

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
74	546	3.6%
59	473	3.2%
56	402	2.7%
76	326	2.2%
71	323	2.2%
61	288	1.9%
18	258	1.7%
77	240	1.6%
117	228	1.5%
16	226	1.5%
72	225	1.5%
115	222	1.5%
75	196	1.3%
62	190	1.3%
87	185	1.2%
99	183	1.2%
58	181	1.2%
130	179	1.2%
13	179	1.2%
114	175	1.2%
80	174	1.2%
79	168	1.1%
57	168	1.1%
64	165	1.1%
92	165	1.1%
Other values (159)	8935	59.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13	179	1.2%
14	65	0.4%
15	151	1.0%
16	226	1.5%
17	98	0.7%
18	258	1.7%
19	91	0.6%
20	90	0.6%
21	74	0.5%
22	106	0.7%

Value	Count	Frequency (%)
200	18	0.1%
199	1	< 0.1%
197	1	< 0.1%
196	2	< 0.1%
194	1	< 0.1%
193	3	< 0.1%
192	1	< 0.1%
191	3	< 0.1%
190	3	< 0.1%
189	10	0.1%

f26
Real number (ℝ_≥0)

ZEROS

Distinct count	68
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.941
Minimum	0.0
Maximum	108.0
Zeros	13870
Zeros (%)	92.5%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	108
Range	108
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.494718537
Coefficient of variation (CV)	5.839233301
Kurtosis	71.04616317
Mean	0.941
Median Absolute Deviation (MAD)	0
Skewness	7.848822843
Sum	14115
Variance	30.1919318

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13870	92.5%
1	287	1.9%
2	152	1.0%
4	65	0.4%
3	63	0.4%
6	45	0.3%
5	44	0.3%
7	29	0.2%
11	26	0.2%
8	22	0.1%
9	19	0.1%
17	17	0.1%
16	16	0.1%
14	16	0.1%
36	15	0.1%
15	15	0.1%
39	13	0.1%
10	13	0.1%
12	12	0.1%
21	11	0.1%
25	10	0.1%
24	10	0.1%
23	10	0.1%
29	9	0.1%
35	9	0.1%
Other values (43)	202	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13870	92.5%
1	287	1.9%
2	152	1.0%
3	63	0.4%
4	65	0.4%
5	44	0.3%
6	45	0.3%
7	29	0.2%
8	22	0.1%
9	19	0.1%

Value	Count	Frequency (%)
108	1	< 0.1%
69	2	< 0.1%
67	3	< 0.1%
66	2	< 0.1%
65	3	< 0.1%
63	3	< 0.1%
62	3	< 0.1%
61	4	< 0.1%
60	1	< 0.1%
59	2	< 0.1%

f9
Real number (ℝ_≥0)

Distinct count	80
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	95.90973333333334
Minimum	94.0
Maximum	200.0
Zeros	0
Zeros (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	94
5-th percentile	94
Q1	94
median	94
Q3	94
95-th percentile	102
Maximum	200
Range	106
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.55323306
Coefficient of variation (CV)	0.08918003171
Kurtosis	35.69945059
Mean	95.90973333
Median Absolute Deviation (MAD)	0
Skewness	5.767064447
Sum	1438646
Variance	73.15779578

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
94	13001	86.7%
95	511	3.4%
97	215	1.4%
96	192	1.3%
98	94	0.6%
99	71	0.5%
100	69	0.5%
101	57	0.4%
102	54	0.4%
103	40	0.3%
106	33	0.2%
104	26	0.2%
105	25	0.2%
107	21	0.1%
122	18	0.1%
115	18	0.1%
121	16	0.1%
119	16	0.1%
108	16	0.1%
114	15	0.1%
120	14	0.1%
110	14	0.1%
123	13	0.1%
130	13	0.1%
149	13	0.1%
Other values (55)	425	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
94	13001	86.7%
95	511	3.4%
96	192	1.3%
97	215	1.4%
98	94	0.6%
99	71	0.5%
100	69	0.5%
101	57	0.4%
102	54	0.4%
103	40	0.3%

Value	Count	Frequency (%)
200	2	< 0.1%
172	1	< 0.1%
171	3	< 0.1%
170	4	< 0.1%
169	1	< 0.1%
168	2	< 0.1%
167	1	< 0.1%
166	3	< 0.1%
165	1	< 0.1%
164	5	< 0.1%

f4
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

100	15000

Value	Count	Frequency (%)
100	15000	100.0%

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	45000	60.0%
1	15000	20.0%
.	15000	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60000	80.0%
Other Punctuation	15000	20.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	45000	75.0%
1	15000	25.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	15000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	75000	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	45000	60.0%
1	15000	20.0%
.	15000	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	75000	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	45000	60.0%
1	15000	20.0%
.	15000	20.0%

f7
Real number (ℝ_≥0)

Distinct count	114
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.7676
Minimum	76.0
Maximum	200.0
Zeros	0
Zeros (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	76
5-th percentile	76
Q1	76
median	76
Q3	81
95-th percentile	122
Maximum	200
Range	124
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	16.33012049
Coefficient of variation (CV)	0.1949455456
Kurtosis	7.572695946
Mean	83.7676
Median Absolute Deviation (MAD)	0
Skewness	2.659646656
Sum	1256514
Variance	266.6728351

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
76	8977	59.8%
77	862	5.7%
78	587	3.9%
79	440	2.9%
80	235	1.6%
81	200	1.3%
82	185	1.2%
83	162	1.1%
84	135	0.9%
85	106	0.7%
90	94	0.6%
99	92	0.6%
87	91	0.6%
86	86	0.6%
89	85	0.6%
88	85	0.6%
96	85	0.6%
92	82	0.5%
100	79	0.5%
91	78	0.5%
95	76	0.5%
98	74	0.5%
94	72	0.5%
97	71	0.5%
104	67	0.4%
Other values (89)	1894	12.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
76	8977	59.8%
77	862	5.7%
78	587	3.9%
79	440	2.9%
80	235	1.6%
81	200	1.3%
82	185	1.2%
83	162	1.1%
84	135	0.9%
85	106	0.7%

Value	Count	Frequency (%)
200	3	< 0.1%
194	1	< 0.1%
192	3	< 0.1%
190	1	< 0.1%
189	1	< 0.1%
188	1	< 0.1%
187	1	< 0.1%
186	2	< 0.1%
185	2	< 0.1%
184	1	< 0.1%

f40
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f34
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f14
Real number (ℝ_≥0)

ZEROS

Distinct count	117
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.251333333333333
Minimum	0.0
Maximum	134.0
Zeros	6577
Zeros (%)	43.8%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	19
95-th percentile	56
Maximum	134
Range	134
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.79110939
Coefficient of variation (CV)	1.615424938
Kurtosis	2.812277997
Mean	12.25133333
Median Absolute Deviation (MAD)	1
Skewness	1.795890385
Sum	183770
Variance	391.6880108

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6577	43.8%
1	1204	8.0%
2	976	6.5%
3	506	3.4%
5	293	2.0%
37	277	1.8%
32	227	1.5%
6	219	1.5%
19	206	1.4%
42	203	1.4%
4	186	1.2%
9	180	1.2%
44	177	1.2%
14	164	1.1%
12	160	1.1%
28	153	1.0%
50	152	1.0%
23	152	1.0%
56	146	1.0%
25	144	1.0%
31	136	0.9%
18	130	0.9%
8	129	0.9%
7	102	0.7%
46	99	0.7%
Other values (92)	2102	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6577	43.8%
1	1204	8.0%
2	976	6.5%
3	506	3.4%
4	186	1.2%
5	293	2.0%
6	219	1.5%
7	102	0.7%
8	129	0.9%
9	180	1.2%

Value	Count	Frequency (%)
134	1	< 0.1%
128	2	< 0.1%
127	2	< 0.1%
126	1	< 0.1%
119	1	< 0.1%
118	1	< 0.1%
115	1	< 0.1%
114	1	< 0.1%
113	1	< 0.1%
112	1	< 0.1%

f18
Real number (ℝ_≥0)

ZEROS

Distinct count	123
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.862533333333333
Minimum	0.0
Maximum	143.0
Zeros	8128
Zeros (%)	54.2%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	54
Maximum	143
Range	143
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.61403112
Coefficient of variation (CV)	1.65344371
Kurtosis	3.030679684
Mean	11.86253333
Median Absolute Deviation (MAD)	0
Skewness	1.810548525
Sum	177938
Variance	384.7102169

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8128	54.2%
1	711	4.7%
2	448	3.0%
3	214	1.4%
5	172	1.1%
6	154	1.0%
4	136	0.9%
36	128	0.9%
7	127	0.8%
44	121	0.8%
32	120	0.8%
14	120	0.8%
10	117	0.8%
27	114	0.8%
9	111	0.7%
8	106	0.7%
28	106	0.7%
21	102	0.7%
16	102	0.7%
20	102	0.7%
38	102	0.7%
23	101	0.7%
31	101	0.7%
34	101	0.7%
39	100	0.7%
Other values (98)	3056	20.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8128	54.2%
1	711	4.7%
2	448	3.0%
3	214	1.4%
4	136	0.9%
5	172	1.1%
6	154	1.0%
7	127	0.8%
8	106	0.7%
9	111	0.7%

Value	Count	Frequency (%)
143	1	< 0.1%
135	1	< 0.1%
130	1	< 0.1%
128	1	< 0.1%
125	1	< 0.1%
119	1	< 0.1%
118	2	< 0.1%
116	2	< 0.1%
114	1	< 0.1%
113	2	< 0.1%

f46
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 KiB

0	15000

Frequency Table

Value	Count	Frequency (%)
0	15000	100.0%

f16
Real number (ℝ_≥0)

ZEROS

Distinct count	120
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.1406
Minimum	0.0
Maximum	133.0
Zeros	6444
Zeros (%)	43.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	19
95-th percentile	55.05
Maximum	133
Range	133
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.5274948
Coefficient of variation (CV)	1.608445612
Kurtosis	3.350050544
Mean	12.1406
Median Absolute Deviation (MAD)	1
Skewness	1.862008094
Sum	182109
Variance	381.3230532

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6444	43.0%
1	1203	8.0%
2	992	6.6%
3	525	3.5%
5	301	2.0%
37	278	1.9%
6	241	1.6%
32	219	1.5%
14	204	1.4%
4	202	1.3%
28	198	1.3%
19	194	1.3%
9	181	1.2%
23	174	1.2%
31	173	1.2%
50	166	1.1%
41	163	1.1%
56	162	1.1%
12	159	1.1%
18	153	1.0%
25	151	1.0%
8	143	1.0%
46	104	0.7%
43	104	0.7%
16	102	0.7%
Other values (95)	2064	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6444	43.0%
1	1203	8.0%
2	992	6.6%
3	525	3.5%
4	202	1.3%
5	301	2.0%
6	241	1.6%
7	101	0.7%
8	143	1.0%
9	181	1.2%

Value	Count	Frequency (%)
133	1	< 0.1%
128	2	< 0.1%
127	2	< 0.1%
125	2	< 0.1%
120	1	< 0.1%
119	1	< 0.1%
118	2	< 0.1%
117	1	< 0.1%
116	2	< 0.1%
112	8	0.1%

target
Real number (ℝ_≥0)

ZEROS

Distinct count	11
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.945333333333334
Minimum	0.0
Maximum	100.0
Zeros	9342
Zeros (%)	62.3%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	70
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	41.72581632
Coefficient of variation (CV)	1.441538636
Kurtosis	-0.9923344746
Mean	28.94533333
Median Absolute Deviation (MAD)	0
Skewness	0.9176513652
Sum	434180
Variance	1741.043748

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9342	62.3%
100	3005	20.0%
90	363	2.4%
10	315	2.1%
20	302	2.0%
30	301	2.0%
50	299	2.0%
70	284	1.9%
80	283	1.9%
60	254	1.7%
40	252	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9342	62.3%
10	315	2.1%
20	302	2.0%
30	301	2.0%
40	252	1.7%
50	299	2.0%
60	254	1.7%
70	284	1.9%
80	283	1.9%
90	363	2.4%

Value	Count	Frequency (%)
100	3005	20.0%
90	363	2.4%
80	283	1.9%
70	284	1.9%
60	254	1.7%
50	299	2.0%
40	252	1.7%
30	301	2.0%
20	302	2.0%
10	315	2.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	f28	f27	f25	f13	f20	f5	f9	f4	f7	f14	f18	f16	target
0	0.0	0.0	0.0	0.0	0.0	60.0	94.0	100.0	76.0	0.0	28.0	0.0	0.0
1	0.0	0.0	0.0	0.0	0.0	130.0	94.0	100.0	76.0	0.0	0.0	43.0	0.0
2	0.0	0.0	0.0	0.0	0.0	110.0	94.0	100.0	76.0	6.0	50.0	9.0	0.0
3	0.0	2.0	0.0	0.0	0.0	13.0	94.0	100.0	89.0	0.0	0.0	0.0	0.0
4	0.0	0.0	0.0	0.0	0.0	15.0	94.0	100.0	78.0	0.0	0.0	1.0	0.0
5	60.0	8.0	0.0	0.0	0.0	50.0	94.0	100.0	100.0	0.0	5.0	0.0	0.0
6	0.0	0.0	0.0	37.0	0.0	117.0	94.0	100.0	76.0	73.0	0.0	0.0	0.0
7	1.0	0.0	0.0	0.0	43.0	81.0	94.0	100.0	77.0	0.0	0.0	56.0	0.0
8	0.0	0.0	0.0	1.0	0.0	44.0	94.0	100.0	76.0	1.0	11.0	3.0	50.0
9	0.0	0.0	4.0	0.0	0.0	66.0	94.0	100.0	95.0	0.0	0.0	39.0	70.0

Last rows

	f28	f25	f13	f20	f5	f26	f9	f4	f7	f14	f18	f16	target
14990	0.0	0.0	0.0	0.0	100.0	0.0	94.0	100.0	76.0	16.0	22.0	0.0	20.0
14991	0.0	0.0	4.0	0.0	21.0	0.0	146.0	100.0	76.0	3.0	1.0	0.0	0.0
14992	0.0	0.0	7.0	0.0	84.0	0.0	97.0	100.0	76.0	2.0	0.0	29.0	70.0
14993	0.0	0.0	44.0	5.0	94.0	0.0	94.0	100.0	76.0	21.0	0.0	0.0	10.0
14994	17.0	0.0	31.0	0.0	61.0	0.0	94.0	100.0	82.0	20.0	0.0	0.0	0.0
14995	0.0	18.0	2.0	0.0	15.0	23.0	94.0	100.0	144.0	0.0	0.0	0.0	0.0
14996	0.0	0.0	0.0	0.0	16.0	0.0	94.0	100.0	145.0	1.0	0.0	0.0	0.0
14997	0.0	0.0	17.0	0.0	123.0	0.0	94.0	100.0	76.0	38.0	0.0	25.0	0.0
14998	0.0	0.0	3.0	0.0	18.0	0.0	94.0	100.0	78.0	0.0	0.0	0.0	0.0
14999	0.0	0.0	31.0	40.0	141.0	0.0	94.0	100.0	76.0	31.0	0.0	0.0	0.0

Most frequent

	f5	f9	f4	f7	f14	f16	target	count
6	13.0	94.0	100.0	130.0	0.0	0.0	0.0	4
26	59.0	94.0	100.0	76.0	0.0	28.0	100.0	4
50	74.0	94.0	100.0	76.0	0.0	21.0	100.0	4
90	99.0	94.0	100.0	76.0	0.0	28.0	0.0	4
2	13.0	94.0	100.0	112.0	0.0	0.0	0.0	3
31	59.0	94.0	100.0	76.0	23.0	1.0	100.0	3
35	61.0	94.0	100.0	76.0	0.0	30.0	100.0	3
42	71.0	94.0	100.0	78.0	0.0	37.0	100.0	3
45	71.0	95.0	100.0	76.0	0.0	56.0	100.0	3
47	74.0	94.0	100.0	76.0	0.0	7.0	100.0	3

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent